NELL: Never-Ending Language Learning

Read the Web
Browse the Knowledge Base!

Can computers learn to read? We think so. "Read the Web" is a research project that attempts to create a computer system that learns over time to read the web. Since January 2010, our computer system called NELL (Never-Ending Language Learner) has been running continuously, attempting to perform two tasks each day:

So far, NELL has accumulated over 50 million candidate beliefs by reading the web, and it is considering these at different levels of confidence. NELL has high confidence in 2,810,379 of these beliefs — these are displayed on this website. It is not perfect, but NELL is learning. You can track NELL's progress below or @cmunell on Twitter, browse and download its knowledge base, read more about our technical approach, or join the discussion group.

Recently-Learned Facts Follow NELL on Twitter

instance iteration date learned confidence
stamp_collector_magazine is a magazine 1111 06-jul-2018 99.8  
ordinary_cells is a type of biological cell 1111 06-jul-2018 95.0  
saturn is a planet 1115 03-sep-2018 92.9  
al_seef_tower_ii is a skyscraper 1111 06-jul-2018 99.9  
american_society_of_safety_engineers is a non-profit organization 1111 06-jul-2018 100.0  
lyndon_baines_johnson represents the region u_s_ 1116 12-sep-2018 93.8  
ramada_plaza is a hotel in the city toronto 1116 12-sep-2018 100.0  
aquarium_of_the_americas is an aquarium in the city new_orleans 1116 12-sep-2018 93.8  
napa_valley is a city located in the country france_france 1116 12-sep-2018 93.8  
basketball is a sport with fans in the country china 1111 06-jul-2018 100.0